Gruber Aaron J, Solla Sara A, Surmeier D James, Houk James C
Department of Biomedical Engineering, Northwestern University Medical School, Chicago, Illinois 60611, USA.
J Neurophysiol. 2003 Aug;90(2):1095-114. doi: 10.1152/jn.00618.2002. Epub 2003 Mar 20.
Single-unit activity in the neostriatum of awake monkeys shows a marked dependence on expected reward. Responses to visual cues differ when animals expect primary reinforcements, such as juice rewards, in comparison to secondary reinforcements, such as tones. The mechanism of this reward-dependent modulation has not been established experimentally. To assess the hypothesis that direct neuromodulatory effects of dopamine on spiny neurons can account for this modulation, we develop a computational model based on simplified representations of key ionic currents and their modulation by D1 dopamine receptor activation. This minimal model can be analyzed in detail. We find that D1-mediated increases of inward rectifying potassium and L-type calcium currents cause a bifurcation: the native up/down state behavior of the spiny neuron model becomes truly bistable, which modulates the peak firing rate and the duration of the up state and introduces a dependence of the response on the past state history. These generic consequences of dopamine neuromodulation through bistability can account for both reward-dependent enhancement and suppression of spiny neuron single-unit responses to visual cues. We validate the model by simulating responses to visual targets in a memory-guided saccade task; our results are in close agreement with the main features of the experimental data. Our model provides a conceptual framework for understanding the functional significance of the short-term neuromodulatory actions of dopamine on signal processing in the striatum.
清醒猴子新纹状体中的单神经元活动表现出对预期奖励的显著依赖性。与诸如音调等二级强化物相比,当动物预期获得初级强化物(例如果汁奖励)时,对视觉线索的反应会有所不同。这种奖励依赖性调节的机制尚未通过实验确定。为了评估多巴胺对棘状神经元的直接神经调节作用可解释这种调节的假说,我们基于关键离子电流的简化表示及其通过D1多巴胺受体激活的调节,开发了一个计算模型。这个最小模型可以进行详细分析。我们发现,D1介导的内向整流钾电流和L型钙电流的增加会导致一种分岔:棘状神经元模型的天然上/下状态行为变成真正的双稳态,这调节了峰值放电率和上状态的持续时间,并引入了反应对过去状态历史的依赖性。多巴胺神经调节通过双稳态产生的这些一般结果可以解释棘状神经元对视觉线索的单神经元反应的奖励依赖性增强和抑制。我们通过模拟记忆引导扫视任务中对视觉目标的反应来验证该模型;我们的结果与实验数据的主要特征密切一致。我们的模型为理解多巴胺对纹状体信号处理的短期神经调节作用的功能意义提供了一个概念框架。